{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.figure\n",
    "from matplotlib.patches import Polygon\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "\n",
    "# 准备行政区域确诊分布数据\n",
    "last_day_corona_virus_of_china = pd.read_json('../data/last_day_corona_virus_of_china.json')\n",
    "current_confirmed_count = last_day_corona_virus_of_china.pivot_table(values='currentConfirmedCount', index='provinceName')\n",
    "data = current_confirmed_count.to_dict()['currentConfirmedCount']\n",
    "\n",
    "# 绘制行政区域确诊分布数据\n",
    "lat_min = 0\n",
    "lat_max = 60\n",
    "lon_min = 70\n",
    "lon_max = 140\n",
    "\n",
    "handles = [\n",
    "    matplotlib.patches.Patch(color='#ffaa85', alpha=1, linewidth=0),\n",
    "    matplotlib.patches.Patch(color='#ff7b69', alpha=1, linewidth=0),\n",
    "    matplotlib.patches.Patch(color='#bf2121', alpha=1, linewidth=0),\n",
    "    matplotlib.patches.Patch(color='#7f1818', alpha=1, linewidth=0),\n",
    "]\n",
    "labels = ['1-9人', '10-99人', '100-999人', '>1000人']\n",
    "\n",
    "fig = plt.figure(figsize=(8, 10))\n",
    "\n",
    "axes = fig.add_axes((0.1, 0.12, 0.8, 0.8))  # rect = l,b,w,h\n",
    "m = Basemap(llcrnrlon=lon_min, urcrnrlon=lon_max, llcrnrlat=lat_min, urcrnrlat=lat_max, resolution='l', ax=axes)\n",
    "m.readshapefile('china-shapefiles-master/china', 'province', drawbounds=True)\n",
    "m.readshapefile('china-shapefiles-master/china_nine_dotted_line', 'p', drawbounds=True)\n",
    "m.drawcoastlines(color='black')  # 洲际线\n",
    "m.drawcountries(color='black')  # 国界线\n",
    "m.drawparallels(np.arange(lat_min, lat_max, 10), labels=[1, 0, 0, 0])  # 画经度线\n",
    "m.drawmeridians(np.arange(lon_min, lon_max, 10), labels=[0, 0, 0, 1])  # 画纬度线\n",
    "\n",
    "for info, shape in zip(m.province_info, m.province):\n",
    "    pname = info['OWNER'].strip('\\x00')\n",
    "    fcname = info['FCNAME'].strip('\\x00')\n",
    "    if pname != fcname:  # 不绘制海岛\n",
    "        continue\n",
    "\n",
    "    for key in data.keys():\n",
    "        if key in pname:\n",
    "            if data[key] == 0:\n",
    "                color = '#f0f0f0'\n",
    "            elif data[key] < 10:\n",
    "                color = '#ffaa85'\n",
    "            elif data[key] < 100:\n",
    "                color = '#ff7b69'\n",
    "            elif data[key] < 1000:\n",
    "                color = '#bf2121'\n",
    "            else:\n",
    "                color = '#7f1818'\n",
    "            break\n",
    "\n",
    "    poly = Polygon(shape, facecolor=color, edgecolor=color)\n",
    "    axes.add_patch(poly)\n",
    "\n",
    "axes.legend(handles, labels, bbox_to_anchor=(0.5, -0.11), loc='lower center', ncol=4)\n",
    "axes.set_title(\"中国新冠疫情地图\")\n",
    "fig.savefig('中国新冠疫情地图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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